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Ang Davies,
Andy Brass,
Alan Davies,
Iliada Eleftheriou,
Patrick Mitchell,
and
Fran Hooley
Topics Covered
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Topics Covered
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Topics Covered
- Introduction to the wider context of the challenges and opportunities impacting on Healthcare as outlined in the Topol Report
- New and upcoming technological developments and their ethical, social, and legal implications
- Wider patient pathway focusing on specific cases and datasets from different areas such as Nursing, Radiography and Deep Learning /Cancer
- Challenges of governance, ‘team science’ and interdisciplinary working, data quality in the NHS
- Practice-based case studies illustrating where the skills gaps have been addressed
- Practical and practice-based CPD activities
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AI for Healthcare: Equipping the Workforce for Digital Transformation.
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Reading list
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A comprehensive textbook that provides a broad overview of the field, covering topics such as problem-solving, learning, machine learning, and natural language processing. Suitable for both beginners and advanced learners.
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A highly cited and influential book that focuses on deep learning, a subfield of AI concerned with constructing models for complex data. Covers theoretical concepts, popular algorithms, and practical applications.
A textbook that presents AI from a computational perspective, covering topics such as agents, knowledge representation, reasoning, and planning. Suitable for readers with a background in computer science or mathematics.
A classic textbook on reinforcement learning, a subfield of AI concerned with learning from interaction with the environment. Covers both theoretical concepts and practical algorithms, with a focus on real-world applications.
A practical guide to natural language processing (NLP) using Python, covering topics such as text classification, sentiment analysis, and machine translation. Suitable for beginners with some programming experience.
A free online book that provides a gentle introduction to machine learning, covering topics such as linear regression, logistic regression, and neural networks. Suitable for beginners with no prior knowledge of AI or machine learning.
A comprehensive textbook that covers probabilistic graphical models (PGMs), a powerful tool for representing and reasoning about complex systems. Suitable for advanced learners with a background in probability and statistics.
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A non-technical book that explores the global AI landscape, the impact of AI on society, and the ethical challenges that arise from the rapid development of AI technologies.
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A thought-provoking book that explores the potential implications of AI for human society, such as the possibility of a technological singularity and the need for new ethical frameworks.
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A popular science book that discusses the development of AI algorithms and their potential impact on various aspects of human life, such as healthcare, transportation, and finance.
A short but powerful book that explores the potential benefits and risks of AI, as well as the ethical dilemmas that need to be addressed as AI becomes more advanced.
A comprehensive German-language textbook that provides a broad overview of AI, covering topics such as search, knowledge representation, and machine learning. Suitable for both beginners and advanced learners.
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A French-language textbook that focuses on machine learning, a subfield of AI. Covers topics such as supervised learning, unsupervised learning, and deep learning. Suitable for beginners with some programming experience.
Provides a comprehensive overview of the healthcare financial management system, including budgeting, cost accounting, and reimbursement mechanisms. It is an excellent resource for anyone interested in learning more about the business side of healthcare.
Provides a comprehensive overview of epidemiology, the study of the distribution and determinants of health-related states or events (including disease), and the application of this study to the control of diseases and other health problems. It is an excellent resource for anyone interested in learning more about public health.
Provides a comprehensive overview of the health policy process, including the role of government, interest groups, and the media. It is an excellent resource for anyone interested in learning more about the political side of healthcare.
Provides a comprehensive overview of the field of medical sociology, which examines the social causes and consequences of illness and health care. It is an excellent resource for anyone interested in learning more about the social side of healthcare.
Provides a comprehensive overview of the field of public health, which is concerned with the health of populations. It is an excellent resource for anyone interested in learning more about the public health approach to healthcare.
Provides a comprehensive overview of the management of healthcare organizations. It is an excellent resource for anyone interested in learning more about the business of healthcare.
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Provides a comprehensive overview of the field of global health, which is concerned with the health of populations around the world. It is an excellent resource for anyone interested in learning more about the global health approach to healthcare.
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